{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0        0.000499\n",
       "1        0.062043\n",
       "2        0.094144\n",
       "3        0.106050\n",
       "4        0.087922\n",
       "           ...   \n",
       "9996     0.517194\n",
       "9997     0.522787\n",
       "9998     0.511768\n",
       "9999     0.504197\n",
       "10000    0.488768\n",
       "Name: RMSD (nm), Length: 10001, dtype: float64"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('rmsd.csv', sep=',',header=0)\n",
    "df\n",
    "x = df['Time (ps)']\n",
    "x\n",
    "y = df['RMSD (nm)']\n",
    "y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['bmh', 'classic', 'dark_background', 'fast', 'fivethirtyeight', 'ggplot', 'grayscale', 'seaborn-bright', 'seaborn-colorblind', 'seaborn-dark-palette', 'seaborn-dark', 'seaborn-darkgrid', 'seaborn-deep', 'seaborn-muted', 'seaborn-notebook', 'seaborn-paper', 'seaborn-pastel', 'seaborn-poster', 'seaborn-talk', 'seaborn-ticks', 'seaborn-white', 'seaborn-whitegrid', 'seaborn', 'Solarize_Light2', 'tableau-colorblind10', '_classic_test']\n"
     ]
    }
   ],
   "source": [
    "print(plt.style.available)  # 获取所有的自带样式"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "No handles with labels found to put in legend.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1280x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use('seaborn-darkgrid')  # 绘图风格fast，ggplot，classic,默认default\n",
    "plt.figure(figsize=(16,9))\n",
    "plt.plot(x, y)\n",
    "font={\"family\":\"SimHei\",\"style\":\"normal\",\"weight\":\"bold\",\"color\":\"red\",\"size\":30}\n",
    "plt.title(\"RMSD\",fontdict=font)\n",
    "plt.xlabel('Time(ps)',fontdict={'size':24})\n",
    "plt.ylabel('Rmsd(nm)',fontdict={'size':24})\n",
    "\n",
    "# plt.legend()\n",
    "plt.savefig('rmsd.jpg')  # 一定要在show()之前执行\n",
    "plt.show()\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
